VeriVLA: Adaptive Test-Time Verification for Flow-Based VLAs with Latent World Models

Xueli Sun, Yuxiang Lu, Yantong Liu +4

Flow-based Vision-Language-Action (VLA) policies are inherently stochastic: different noise seeds can produce action chunks of varying quality from the same observation. At test ti…